{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.cbook as cbook\n",
    "import h5py\n",
    "import sys\n",
    "dirwork ='../scripts'\n",
    "sys.path.append(dirwork)\n",
    "import pmixSample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotResults(x, y, z, name_title , x_label_name='1000/T ',y_label_name='mass fraction CO',xtickvalues=None,ytickvalues=None,fs_title=22,fs_label=22,fs_tick=20):\n",
    "    N = 5\n",
    "    lista = np.logspace(-5,-3,N).tolist()\n",
    "    for i in [-3,-2,-1]:\n",
    "        lista += np.logspace(i,i+1,N).tolist()[1:]\n",
    "    fig, ax2 = plt.subplots(figsize=(10,8), nrows=1)\n",
    "    ax2.tricontour(x, y, z, levels=lista, linewidths=0.5,  colors='k',norm=colors.LogNorm())\n",
    "    cntr2 = ax2.tricontourf(x, y, z,  levels=lista, cmap=\"RdBu_r\",norm=colors.LogNorm())\n",
    "\n",
    "    cbar=fig.colorbar(cntr2, ax=ax2)\n",
    "    cbar.ax.tick_params(labelsize=fs_label) \n",
    "    ax2.set_title(name_title,fontsize=fs_title)\n",
    "    plt.subplots_adjust(hspace=0.5)\n",
    "    ax2.set_xlabel(x_label_name,fontsize=fs_label)\n",
    "    ax2.set_ylabel(y_label_name,fontsize=fs_label)\n",
    "    if xtickvalues is not None:\n",
    "        ax2.set_xticks(xtickvalues)\n",
    "    if ytickvalues is not None:\n",
    "        ax2.set_yticks(ytickvalues)\n",
    "    for tick in ax2.xaxis.get_major_ticks()+ax2.yaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(fs_tick)\n",
    "    return "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File('isoOctaneIgnDelayBlake.hdf5', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for p in [10, 16, 34, 45]:\n",
    "    dirOutput = 'SA_900/'+str(p)+'atm/'\n",
    "    sample = np.array(f.get('sample_'+str(p)+'atm'))\n",
    "    IgnTime = np.array(f.get(str(p)+'atm'))\n",
    "    Np = np.where((IgnTime>0))[0]\n",
    "    x = 1000./sample[Np,0]#sample[Np,0];#\n",
    "    Yo2 = sample[Np,3]\n",
    "    phi = pmixSample.getPhifromYo2(8,Yo2)\n",
    "    z = IgnTime[Np]\n",
    "    name_value =  'Ignition delay time [s] at P=' + str(p) +'atm'\n",
    "    xticks=[0.8,0.9,1,1.1,1.2]\n",
    "    yticks=[1,2,3]\n",
    "    plotResults(x, phi, z,name_value, y_label_name='Equivalence ratio ($\\phi$)',xtickvalues=xticks,ytickvalues=yticks)\n",
    "    plt.savefig('TempvsEquiRatio900IsoOctane'+ str(p) +'atm'+'.pdf')\n",
    "f.close()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
